# ECE 331: Introduction to Random Signal Analysis and Statistics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_331) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id d499d29293b54c7376029225ec98f6eb4deb8931198197248254c1858504632a ### course id ECE 331 ### course uid course\_c6592733bd6855f32188cfa7 ### catalog version id aa1cd1502f5d8cd4cf63e1c50908c35d1744a4242139fcbac4e3086c8bf34926 ### course number 331 ### subjects * ECE ### title INTRODUCTION TO RANDOM SIGNAL ANALYSIS AND STATISTICS ### description Introduction to probability, random variables, and random processes. Confidence intervals, introduction to experimental design and hypothesis testing. Statistical averages, correlation, and spectral analysis for wide sense stationary processes. Random signals and noise in linear systems. ### requirements text (E C E 203or330) or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:320:006326 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 772494ab550488697baebf3af34b955f16563a436adee46429e160ced6c63dcd ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECE 331 introduces random signal analysis and statistics, covering probability, random processes, and spectral analysis. ### llm topics * Probability, random variables, and random processes * Confidence intervals, experimental design, and hypothesis testing * Statistical averages, correlation, and spectral analysis * Random signals and noise in linear systems ### llm skills * Understanding probability, random variables, and random processes. * Applying confidence intervals, experimental design, and hypothesis testing. * Performing statistical averages, correlation, and spectral analysis. * Analyzing random signals and noise in linear systems. ### llm assumed background * Foundational knowledge of signals, systems, and computational techniques in electrical engineering. ### llm search phrases * random signal analysis * statistical signal processing * spectral analysis * hypothesis testing engineering * wide sense stationary processes ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash a7e8e32e72b5c233b4934bd47a853aab0d19952badfaf6451ecf1899c0ae4e06 #### course id ECE 331 #### current instructors ```json [ { "instructor_uid": "instructor_c7fccaa0a5ee235ceefaed9c", "message": null, "name": "Ramya Korlakai Vinayak", "review_status": "supported", "rmp_instructor_id": "rmp:2626459", "summary": [ { "citations": [ { "instructor_name": "Ramya Vinayak", "review_date": "2023-11-30 05:51:22 +0000 UTC", "review_id": "125e336fb9a157defdc3e9dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDcwOTkx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" } ], "text": "Ramya Korlakai Vinayak is described as very knowledgeable but a bad teacher. Reviewers cite terrible prerequisites, mandatory lectures that do not cover much material, and insufficient office hours as major concerns." }, { "citations": [ { "instructor_name": "Ramya Vinayak", "review_date": "2023-12-01 01:49:33 +0000 UTC", "review_id": "1728611b503c9e9a359974ff", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDgxMzgx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" }, { "instructor_name": "Ramya Vinayak", "review_date": "2025-12-16 18:57:11 +0000 UTC", "review_id": "d68109e83aea2563ba0c8002", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTQyMjg4MDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" } ], "text": "Students report that her mini-lectures fail to clarify complex statistics and waste time. The course structure is criticized for covering too many topics with no depth, and exams are described as poorly designed and stressful." }, { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2022: 2.60 GPA, 22.2% A/AB (n=45 letter grades); Fall 2023: 3.18 GPA, 56.7% A/AB (n=30 letter grades); Fall 2025: 3.13 GPA, 48.9% A/AB (n=45 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload Exams are poorly designed with high-stakes questions, and the course covers too many topics with insufficient depth, creating a stressful workload. ```json { "citations": [ { "instructor_name": "Ramya Vinayak", "review_date": "2025-12-16 18:57:11 +0000 UTC", "review_id": "d68109e83aea2563ba0c8002", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTQyMjg4MDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" } ] } ``` #### errors None recorded. #### historical context Ramya Korlakai Vinayak is the current instructor, though no specific reviews are provided for her teaching. Historical reviews for Akbar Sayeed, Dimitris Papailiopoulos, and Eduardo Arvelo show mixed experiences regarding lecture style and helpfulness, with some praising their support and others criticizing relevance or engagement. ```json { "citations": [ { "instructor_name": "Akbar Sayeed", "review_date": "2013-03-24 00:49:48 +0000 UTC", "review_id": "644c0bc9f1322f520c4adfb8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:319743", "source_review_id": "UmF0aW5nLTIxNDQxNDA1", "source_url": "https://www.ratemyprofessors.com/professor/319743", "type": "review" }, { "instructor_name": "Dimitris Papailiopoulos", "review_date": "2021-12-09 06:09:48 +0000 UTC", "review_id": "176fb4e9af6071fd938c5610", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2394307", "source_review_id": "UmF0aW5nLTM1NDM0MjU3", "source_url": "https://www.ratemyprofessors.com/professor/2394307", "type": "review" }, { "instructor_name": "Dimitris Papailiopoulos", "review_date": "2022-12-15 08:53:55 +0000 UTC", "review_id": "b51bea5049a0676b2190524d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2394307", "source_review_id": "UmF0aW5nLTM3MTM0Nzk3", "source_url": "https://www.ratemyprofessors.com/professor/2394307", "type": "review" }, { "instructor_name": "Dimitris Papailiopoulos", "review_date": "2022-12-20 01:48:12 +0000 UTC", "review_id": "8b9b015e071018d65726325c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2394307", "source_review_id": "UmF0aW5nLTM3MTk2MzUz", "source_url": "https://www.ratemyprofessors.com/professor/2394307", "type": "review" }, { "instructor_name": "Eduardo Arvelo", "review_date": "2025-11-10 03:01:30 +0000 UTC", "review_id": "e2ba31dedfb724e31decb5ec", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2610349", "source_review_id": "UmF0aW5nLTQxODMxODgw", "source_url": "https://www.ratemyprofessors.com/professor/2610349", "type": "review" }, { "instructor_name": "Eduardo Arvelo", "review_date": "2025-12-20 19:55:12 +0000 UTC", "review_id": "875991bc152f6ef2f8022168", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2610349", "source_review_id": "UmF0aW5nLTQyMzYxMjY3", "source_url": "https://www.ratemyprofessors.com/professor/2610349", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Ramya Korlakai Vinayak is described as knowledgeable but a poor instructor, with reviews citing confusing lectures, insufficient office hours, and a stressful, poorly structured course experience. ```json { "citations": [ { "instructor_name": "Ramya Vinayak", "review_date": "2023-11-30 05:51:22 +0000 UTC", "review_id": "125e336fb9a157defdc3e9dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDcwOTkx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" }, { "instructor_name": "Ramya Vinayak", "review_date": "2023-12-01 01:49:33 +0000 UTC", "review_id": "1728611b503c9e9a359974ff", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDgxMzgx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" }, { "instructor_name": "Ramya Vinayak", "review_date": "2025-12-16 18:57:11 +0000 UTC", "review_id": "d68109e83aea2563ba0c8002", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTQyMjg4MDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.18 GPA, 56.7% A/AB (n=30 letter grades); Fall 2024: 2.97 GPA, 40.8% A/AB (n=71 letter grades); Fall 2025: 3.13 GPA, 48.9% A/AB (n=45 letter grades). ```json { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Students find lectures unhelpful and mandatory, with explanations that fail to clarify complex statistics, leading to frustration with the flipped classroom format. ```json { "citations": [ { "instructor_name": "Ramya Vinayak", "review_date": "2023-11-30 05:51:22 +0000 UTC", "review_id": "125e336fb9a157defdc3e9dd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDcwOTkx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" }, { "instructor_name": "Ramya Vinayak", "review_date": "2023-12-01 01:49:33 +0000 UTC", "review_id": "1728611b503c9e9a359974ff", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTM4NDgxMzgx", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" }, { "instructor_name": "Ramya Vinayak", "review_date": "2025-12-16 18:57:11 +0000 UTC", "review_id": "d68109e83aea2563ba0c8002", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2626459", "source_review_id": "UmF0aW5nLTQyMjg4MDQ1", "source_url": "https://www.ratemyprofessors.com/professor/2626459", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history AKBAR SAYEED is recorded teaching in Fall 2012, Fall 2013. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" } ] } ``` DIMITRIOS PAPAILIOPOULOS is recorded teaching in Fall 2019, Fall 2020, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` EDUARDO ROMERO ARVELO is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ] } ``` RAMYA KORLAKAI VINAYAK is recorded teaching in Fall 2022, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 331", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "source_record": { "entity_id": "64c83256-ecbb-3185-9f14-b220fe7acd03", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "(E C E 203or330) or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 203, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 203", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 330, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "330", "id": "n2", "kind": "course" } ] ``` #### notes * The text 'E C E 203or330' is parsed as ECE 203 or ECE 330 based on linked\_courses. 'member of Engineering Guest Students' is a verbatim condition but lacks a specific node in this simplified tree; typically this would be a separate leaf or, * if interpreted as an alternative to the course, part of the 'any'. The current structure assumes the 'or' applies to the course requirement and the guest student status is an additional alternative. However, the prompt requires preserving ' * member of Engineering Guest Students' as a condition if it's a distinct requirement. Let's refine: The text is '(ECE 203 or 330) or member of Engineering Guest Students'. This is an 'any' of two things: 1. (ECE 203 or 330) and 2. member of. * Wait, 'or' usually means alternatives. So it's (ECE 203 OR 330) OR (Guest Student). This is an 'any' of: a) ECE 203, b) ECE 330, c) Guest Student. The provided structure has n0 as any(n1, n2). n1 is ECE 203, n2 is ECE 330. Where is the 'or' #### root n0 #### status needs\_review ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ---------------------- | ------------------- | -------------------------------- | -------------------------------- | ------------------------------------- | | instructor\_c7fccaa0a5ee235ceefaed9c | enrollment | korlakaivina | netid | source\_identified | Ramya Korlakai Vinayak | RAMYA\@ECE.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/RAMYA\_KORLAKAI\_VINAYAK | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:320:006326", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1272", "source_course_id": "006326", "source_subject_id": "320", "title": "Introduction to Random Signal Analysis and Statistics", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall, Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:17387", "term_id": "1272", "source_section_id": "17387", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 55, "enrolled": 27, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_38edc69039c8c5387d9c7c31", "source": "madgrades", "source_instructor_id": "2600646", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN GUBNER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 29, "quality": 2.38, "difficulty": 4.59, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:1488414", "source_url": "https://www.ratemyprofessors.com/professor/1488414", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:31.697532+00:00", "courses": { "course_1c943aa88ab6f61c9fa4c558": { "review_count": 21, "quality": 2.14, "difficulty": 4.52, "quality_count": 21, "difficulty_count": 21 }, "course_6c482ec020432fe1bd6dc1fc": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_bfee169c96c00724aacebfce": { "review_count": 4, "quality": 2.75, "difficulty": 4.75, "quality_count": 4, "difficulty_count": 4 }, "course_2ad9dc37c7e24009a8332e1e": { "review_count": 3, "quality": 3.67, "difficulty": 5, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 2.9023207279782017, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.184, "graded": 1147, "counts": [ 348, 250, 265, 144, 104, 22, 14 ], "sections": 76 }, "instructor_url": "/instructors/JOHN_GUBNER--instructor_38edc69039c8c5387d9c7c31" }, { "instructor_uid": "instructor_3396c1e1910a4c9d19d36ca5", "source": "madgrades", "source_instructor_id": "2600206", "identity_basis": "source_id", "identity_status": "source_identified", "name": "B BARMISH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 2.856, "graded": 410, "counts": [ 77, 83, 84, 67, 66, 21, 12 ], "sections": 57 }, "instructor_url": "/instructors/B_BARMISH" }, { "instructor_uid": "instructor_b7943a36f902acc0ca487431", "source": "madgrades", "source_instructor_id": "1587774", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ASHWIN GANESAN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 2.763, "graded": 19, "counts": [ 4, 2, 4, 5, 2, 1, 1 ], "sections": 1 }, "instructor_url": "/instructors/ASHWIN_GANESAN--instructor_b7943a36f902acc0ca487431" }, { "instructor_uid": "instructor_39a66032b7c727546e3802a6", "source": "madgrades", "source_instructor_id": "854576", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES A BUCKLEW", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 2.976, "graded": 402, "counts": [ 80, 87, 89, 68, 62, 11, 5 ], "sections": 12 }, "instructor_url": "/instructors/JAMES_A_BUCKLEW" }, { "instructor_uid": "instructor_51612cd8ed110abb21d22d21", "source": "madgrades", "source_instructor_id": "4399467", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JALAL SULAIMAN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.625, "graded": 48, "counts": [ 24, 18, 4, 0, 1, 1, 0 ], "sections": 2 }, "instructor_url": "/instructors/JALAL_SULAIMAN" }, { "instructor_uid": "instructor_fd0f7285bbe3808d1d4aa526", "source": "madgrades", "source_instructor_id": "3581046", "identity_basis": "source_id", "identity_status": "source_identified", "name": "IAN DOBSON", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.168, "graded": 101, "counts": [ 28, 26, 23, 10, 9, 5, 0 ], "sections": 23 }, "instructor_url": "/instructors/IAN_DOBSON--instructor_fd0f7285bbe3808d1d4aa526" }, { "instructor_uid": "instructor_49ad2008bae9eaafa29e17ca", "source": "madgrades", "source_instructor_id": "106073", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BILL SETHARES", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.621, "graded": 1733, "counts": [ 1044, 361, 205, 46, 48, 10, 19 ], "sections": 147 }, "instructor_url": "/instructors/BILL_SETHARES--instructor_49ad2008bae9eaafa29e17ca" }, { "instructor_uid": "instructor_dc664e0cacd0061fd1d53121", "source": "madgrades", "source_instructor_id": "1155785", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AKBAR SAYEED", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:319743", "source_url": "https://www.ratemyprofessors.com/professor/319743", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:21.743361+00:00", "courses": { "course_1d414842d040e66d0ee9e2ac": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_c6592733bd6855f32188cfa7": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.179, "graded": 257, "counts": [ 78, 59, 50, 45, 14, 8, 3 ], "sections": 76 }, "instructor_url": "/instructors/AKBAR_SAYEED" }, { "instructor_uid": "instructor_c614179a20b3835ce0dbadea", "source": "madgrades", "source_instructor_id": "2600975", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUDA L. SHOHET", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.544, "graded": 879, "counts": [ 428, 242, 140, 36, 20, 6, 7 ], "sections": 153 }, "instructor_url": "/instructors/JUDA_L_SHOHET" }, { "instructor_uid": "instructor_e38c863db9d6842d7de9ba64", "source": "madgrades", "source_instructor_id": "3370518", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PO-LING LOH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.595, "graded": 328, "counts": [ 179, 80, 45, 10, 10, 3, 1 ], "sections": 28 }, "instructor_url": "/instructors/PO-LING_LOH--instructor_e38c863db9d6842d7de9ba64" }, { "instructor_uid": "instructor_1de4de258bced02b550321a6", "source": "madgrades", "source_instructor_id": "5837208", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DIMITRIOS PAPAILIOPOULOS", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.445, "graded": 632, "counts": [ 321, 105, 106, 45, 42, 11, 2 ], "sections": 77 }, "instructor_url": "/instructors/DIMITRIOS_PAPAILIOPOULOS" }, { "instructor_uid": "instructor_a78a8387914d62f098d9bf26", "source": "madgrades", "source_instructor_id": "6318222", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RAMYA KORLAKAI VINAYAK", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.307, "graded": 367, "counts": [ 155, 58, 74, 39, 31, 9, 1 ], "sections": 49 }, "instructor_url": "/instructors/RAMYA_KORLAKAI_VINAYAK--instructor_a78a8387914d62f098d9bf26" }, { "instructor_uid": "instructor_b15bc374b15a6e0134a830af", "source": "madgrades", "source_instructor_id": "6283002", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EDUARDO ROMERO ARVELO", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.465, "graded": 1633, "counts": [ 754, 389, 267, 125, 77, 14, 7 ], "sections": 26 }, "instructor_url": "/instructors/EDUARDO_ROMERO_ARVELO--instructor_b15bc374b15a6e0134a830af" }, { "instructor_uid": "instructor_c7fccaa0a5ee235ceefaed9c", "source": "enrollment", "source_instructor_id": "korlakaivina", "identity_basis": "netid", "identity_status": "source_identified", "name": "Ramya Korlakai Vinayak", "email": "RAMYA@ECE.WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/RAMYA_KORLAKAI_VINAYAK" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "John Gubner" ], "a": 3, "ab": 4, "b": 2, "bc": 2, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 12, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "John Gubner" ], "a": 7, "ab": 1, "b": 12, "bc": 6, "c": 9, "d": 3, "f": 4, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 42, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "ASHWIN GANESAN", "B BARMISH" ], "a": 4, "ab": 2, "b": 4, "bc": 5, "c": 2, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "JAMES A BUCKLEW" ], "a": 7, "ab": 5, "b": 7, "bc": 3, "c": 2, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "B BARMISH", "JALAL SULAIMAN" ], "a": 3, "ab": 5, "b": 2, "bc": 0, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 13, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "JAMES A BUCKLEW" ], "a": 7, "ab": 4, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "IAN DOBSON" ], "a": 4, "ab": 3, "b": 6, "bc": 6, "c": 7, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 1, "total": 30, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "B BARMISH" ], "a": 6, "ab": 9, "b": 9, "bc": 4, "c": 11, "d": 1, "f": 4, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 44, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1112", "term_name": "Fall 2010", "instructors": [ "John Gubner" ], "a": 4, "ab": 7, "b": 7, "bc": 7, "c": 1, "d": 3, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "JAMES A BUCKLEW" ], "a": 5, "ab": 8, "b": 7, "bc": 3, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "Bill Sethares" ], "a": 7, "ab": 4, "b": 8, "bc": 4, "c": 2, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 26, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1124", "term_name": "Spring 2012", "instructors": [ "JAMES A BUCKLEW" ], "a": 4, "ab": 7, "b": 7, "bc": 5, "c": 6, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "AKBAR SAYEED" ], "a": 6, "ab": 4, "b": 5, "bc": 7, "c": 4, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 28, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "AKBAR SAYEED" ], "a": 8, "ab": 4, "b": 6, "bc": 11, "c": 3, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 35, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "B BARMISH" ], "a": 3, "ab": 1, "b": 3, "bc": 5, "c": 3, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 17, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "JUDA L. SHOHET" ], "a": 6, "ab": 6, "b": 3, "bc": 0, "c": 2, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 17, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "PO-LING LOH" ], "a": 17, "ab": 5, "b": 7, "bc": 3, "c": 4, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 39, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "PO-LING LOH" ], "a": 25, "ab": 10, "b": 9, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 45, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "JUDA L. SHOHET" ], "a": 15, "ab": 27, "b": 6, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 48, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Dimitris Papailiopoulos" ], "a": 13, "ab": 16, "b": 18, "bc": 6, "c": 7, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 61, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Dimitris Papailiopoulos" ], "a": 11, "ab": 6, "b": 16, "bc": 3, "c": 5, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 43, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Dimitris Papailiopoulos" ], "a": 6, "ab": 7, "b": 15, "bc": 5, "c": 6, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 42, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Dimitris Papailiopoulos", "Ramya Korlakai Vinayak" ], "a": 7, "ab": 3, "b": 10, "bc": 7, "c": 13, "d": 5, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 45, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Ramya Korlakai Vinayak" ], "a": 11, "ab": 6, "b": 4, "bc": 3, "c": 5, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Eduardo Romero Arvelo" ], "a": 14, "ab": 15, "b": 19, "bc": 7, "c": 13, "d": 2, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 72, "source_aliases": [ "ECE 331" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 331", "course_uid": "course_c6592733bd6855f32188cfa7", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Ramya Korlakai Vinayak" ], "a": 11, "ab": 11, "b": 8, "bc": 9, "c": 6, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 45, "source_aliases": [ "ECE 331" ] } ] ``` ### statistics #### gpa 3.021 #### graded 870 #### counts * 214 * 180 * 202 * 111 * 112 * 35 * 16 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c6592733bd6855f32188cfa7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c6592733bd6855f32188cfa7-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c6592733bd6855f32188cfa7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c6592733bd6855f32188cfa7-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_c6592733bd6855f32188cfa7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_c6592733bd6855f32188cfa7-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_c6592733bd6855f32188cfa7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_c6592733bd6855f32188cfa7-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c6592733bd6855f32188cfa7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c6592733bd6855f32188cfa7-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.0212643678160918 #### count 870 #### university ##### size 4848 ##### gpa Percentile 3 ##### count Percentile 83 ##### median Count 194 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 400 | true | | 3.2–3.6 | 1452 | false | | 3.6–4.0 | 2974 | false | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 125, "gpaPercentile": 2, "countPercentile": 77, "medianCount": 231, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 17, "current": true }, { "range": "3.2–3.6", "count": 46, "current": false }, { "range": "3.6–4.0", "count": 61, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.0833333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1074 ##### term 1074 ##### gpa 2.4642857142857144 ##### count 42 ##### university ###### size 695 ###### gpa Percentile 1 ###### count Percentile 22 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 53 | true | | 2.8–3.2 | 184 | false | | 3.2–3.6 | 256 | false | | 3.6–4.0 | 199 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 20, "gpaPercentile": 0, "countPercentile": 37, "medianCount": 46, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 8, "current": true }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 3, "current": false } ] } } ] ``` #### 1082 ##### term 1082 ##### gpa 2.763157894736842 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1084 ##### term 1084 ##### gpa 3.12 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1092 ##### term 1092 ##### gpa 3.2083333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1094 ##### term 1094 ##### gpa 3.4285714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1102 ##### term 1102 ##### gpa 2.6379310344827585 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1104 ##### term 1104 ##### gpa 2.625 ##### count 44 ##### university ###### size 793 ###### gpa Percentile 2 ###### count Percentile 29 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 49 | true | | 2.8–3.2 | 205 | false | | 3.2–3.6 | 294 | false | | 3.6–4.0 | 241 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 18, "gpaPercentile": 0, "countPercentile": 35, "medianCount": 55.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 4, "current": true }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 2, "current": false } ] } } ] ``` #### 1112 ##### term 1112 ##### gpa 2.8 ##### count 30 ##### university ###### size 805 ###### gpa Percentile 6 ###### count Percentile 0 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 45 | true | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 316 | false | | 3.6–4.0 | 225 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 27, "gpaPercentile": 4, "countPercentile": 0, "medianCount": 42, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 2, "current": true }, { "range": "2.8–3.2", "count": 14, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1114 ##### term 1114 ##### gpa 3.1875 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1122 ##### term 1122 ##### gpa 3.1153846153846154 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1124 ##### term 1124 ##### gpa 2.8666666666666667 ##### count 30 ##### university ###### size 821 ###### gpa Percentile 8 ###### count Percentile 0 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 39 | false | | 2.8–3.2 | 223 | true | | 3.2–3.6 | 278 | false | | 3.6–4.0 | 280 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 22, "gpaPercentile": 10, "countPercentile": 0, "medianCount": 60.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 2, "current": false }, { "range": "2.8–3.2", "count": 9, "current": true }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 5, "current": false } ] } } ] ``` #### 1132 ##### term 1132 ##### gpa 2.875 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1142 ##### term 1142 ##### gpa 2.8714285714285714 ##### count 35 ##### university ###### size 853 ###### gpa Percentile 7 ###### count Percentile 10 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 228 | true | | 3.2–3.6 | 320 | false | | 3.6–4.0 | 268 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 34, "gpaPercentile": 12, "countPercentile": 15, "medianCount": 60, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 2, "current": false }, { "range": "2.8–3.2", "count": 11, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1154 ##### term 1154 ##### gpa 2.6470588235294117 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1162 ##### term 1162 ##### gpa 3.411764705882353 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1172 ##### term 1172 ##### gpa 3.2051282051282053 ##### count 39 ##### university ###### size 991 ###### gpa Percentile 25 ###### count Percentile 19 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 353 | true | | 3.6–4.0 | 390 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 35, "gpaPercentile": 35, "countPercentile": 12, "medianCount": 72, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 12, "current": false }, { "range": "3.2–3.6", "count": 11, "current": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1182 ##### term 1182 ##### gpa 3.6818181818181817 ##### count 44 ##### university ###### size 1025 ###### gpa Percentile 67 ###### count Percentile 25 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 369 | false | | 3.6–4.0 | 418 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 40, "gpaPercentile": 67, "countPercentile": 26, "medianCount": 63, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 14, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1192 ##### term 1192 ##### gpa 3.59375 ##### count 48 ##### university ###### size 1077 ###### gpa Percentile 55 ###### count Percentile 32 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 203 | false | | 3.2–3.6 | 370 | true | | 3.6–4.0 | 481 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 38, "gpaPercentile": 65, "countPercentile": 16, "medianCount": 77, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 16, "current": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.1475409836065573 ##### count 61 ##### university ###### size 1102 ###### gpa Percentile 18 ###### count Percentile 45 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 218 | true | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 37, "gpaPercentile": 17, "countPercentile": 31, "medianCount": 78, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": true }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.0813953488372094 ##### count 43 ##### university ###### size 1111 ###### gpa Percentile 7 ###### count Percentile 25 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | true | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 0, "countPercentile": 25, "medianCount": 66, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 5, "current": true }, { "range": "3.2–3.6", "count": 19, "current": false }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 2.975 ##### count 40 ##### university ###### size 1157 ###### gpa Percentile 4 ###### count Percentile 22 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | true | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 0, "countPercentile": 13, "medianCount": 70, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 7, "current": true }, { "range": "3.2–3.6", "count": 18, "current": false }, { "range": "3.6–4.0", "count": 16, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 2.6 ##### count 45 ##### university ###### size 1216 ###### gpa Percentile 0 ###### count Percentile 29 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | true | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 0, "countPercentile": 23, "medianCount": 70, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": true }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.183333333333333 ##### count 30 ##### university ###### size 1295 ###### gpa Percentile 13 ###### count Percentile 0 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | true | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 18, "countPercentile": 0, "medianCount": 83, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": true }, { "range": "3.2–3.6", "count": 18, "current": false }, { "range": "3.6–4.0", "count": 15, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 2.971830985915493 ##### count 71 ##### university ###### size 1333 ###### gpa Percentile 3 ###### count Percentile 51 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | true | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 0, "countPercentile": 44, "medianCount": 74, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": true }, { "range": "3.2–3.6", "count": 23, "current": false }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.1333333333333333 ##### count 45 ##### university ###### size 1320 ###### gpa Percentile 8 ###### count Percentile 27 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | true | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 13, "countPercentile": 23, "medianCount": 82, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": true }, { "range": "3.2–3.6", "count": 17, "current": false }, { "range": "3.6–4.0", "count": 16, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4848 ###### gpa 3.6424346643940884 ###### top Share 80.75549262234853 ###### count 194 ##### ECE ###### size 125 ###### gpa 3.537215706281754 ###### top Share 74.7430516412671 ###### count 231 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.1987946107674805 ###### top Share 56.64446757576598 ###### count 47 ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### ECE ###### size 20 ###### gpa 3.110370466319829 ###### top Share 50.72606982804236 ###### count 46 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ###### ECE ###### size 20 ###### gpa 3.261413632703916 ###### top Share 56.446724340169375 ###### count 40 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### ECE ###### size 16 ###### gpa 3.0875185917763455 ###### top Share 46.018020594418786 ###### count 47.5 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ###### ECE ###### size 18 ###### gpa 3.260010533524362 ###### top Share 55.57892737058536 ###### count 46.5 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ECE ###### size 18 ###### gpa 3.1709531378777993 ###### top Share 48.482368483424565 ###### count 52 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.165502628163506 ###### top Share 51.66541549824097 ###### count 48.5 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### ECE ###### size 18 ###### gpa 3.0763591673236226 ###### top Share 47.17040644572389 ###### count 55.5 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### ECE ###### size 27 ###### gpa 3.2587548172943666 ###### top Share 57.4110194229183 ###### count 42 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ECE ###### size 22 ###### gpa 3.144458106909116 ###### top Share 49.77358787545943 ###### count 49 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### 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gpa 3.4916867437115484 ###### top Share 71.95296745580877 ###### count 83 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ECE ###### size 44 ###### gpa 3.5595929340853747 ###### top Share 76.26079811550397 ###### count 74 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ECE ###### size 41 ###### gpa 3.5162416044524014 ###### top Share 73.72561877957347 ###### count 82 ## instructor Trends ```json [ { "uid": "instructor_1de4de258bced02b550321a6", "name": "DIMITRIOS PAPAILIOPOULOS", "count": 189, "terms": [ { "term": "1202", "count": 61, "sections": 1, "gpa": 3.1475409836065573 }, { "term": "1212", "count": 43, "sections": 1, "gpa": 3.0813953488372094 }, { "term": "1222", "count": 40, "sections": 1, "gpa": 2.975 }, { "term": "1232", "count": 45, "sections": 1, "gpa": 2.6 } ] }, { "uid": "instructor_a78a8387914d62f098d9bf26", "name": "RAMYA KORLAKAI VINAYAK", "count": 120, "terms": [ { "term": "1232", "count": 45, "sections": 1, "gpa": 2.6 }, { "term": "1242", "count": 30, "sections": 1, "gpa": 3.183333333333333 }, { "term": "1262", "count": 45, "sections": 1, "gpa": 3.1333333333333333 } ] }, { "uid": "instructor_39a66032b7c727546e3802a6", "name": "JAMES A BUCKLEW", "count": 93, "terms": [ { "term": "1084", "count": 25, "sections": 1, "gpa": 3.12 }, { "term": "1094", "count": 14, "sections": 1, "gpa": 3.4285714285714284 }, { "term": "1114", "count": 24, "sections": 1, "gpa": 3.1875 }, { "term": "1124", "count": 30, "sections": 1, "gpa": 2.8666666666666667 } ] }, { "uid": "instructor_3396c1e1910a4c9d19d36ca5", "name": "B BARMISH", "count": 92, "terms": [ { "term": "1082", "count": 19, "sections": 1, "gpa": 2.763157894736842 }, { "term": "1092", "count": 12, "sections": 1, "gpa": 3.2083333333333335 }, { "term": "1104", "count": 44, "sections": 1, "gpa": 2.625 }, { "term": "1154", "count": 17, "sections": 1, "gpa": 2.6470588235294117 } ] }, { "uid": "instructor_38edc69039c8c5387d9c7c31", "name": "JOHN GUBNER", "count": 84, "terms": [ { "term": "1072", "count": 12, "sections": 1, "gpa": 3.0833333333333335 }, { "term": "1074", "count": 42, "sections": 1, "gpa": 2.4642857142857144 }, { "term": "1112", "count": 30, "sections": 1, "gpa": 2.8 } ] }, { "uid": "instructor_e38c863db9d6842d7de9ba64", "name": "PO-LING LOH", "count": 83, "terms": [ { "term": "1172", "count": 39, "sections": 1, "gpa": 3.2051282051282053 }, { "term": "1182", "count": 44, "sections": 1, "gpa": 3.6818181818181817 } ] }, { "uid": "instructor_b15bc374b15a6e0134a830af", "name": "EDUARDO ROMERO ARVELO", "count": 71, "terms": [ { "term": "1252", "count": 71, "sections": 1, "gpa": 2.971830985915493 } ] }, { "uid": "instructor_c614179a20b3835ce0dbadea", "name": "JUDA L. SHOHET", "count": 65, "terms": [ { "term": "1162", "count": 17, "sections": 1, "gpa": 3.411764705882353 }, { "term": "1192", "count": 48, "sections": 1, "gpa": 3.59375 } ] }, { "uid": "instructor_dc664e0cacd0061fd1d53121", "name": "AKBAR SAYEED", "count": 63, "terms": [ { "term": "1132", "count": 28, "sections": 1, "gpa": 2.875 }, { "term": "1142", "count": 35, "sections": 1, "gpa": 2.8714285714285714 } ] }, { "uid": "instructor_fd0f7285bbe3808d1d4aa526", "name": "IAN DOBSON", "count": 29, "terms": [ { "term": "1102", "count": 29, "sections": 1, "gpa": 2.6379310344827585 } ] }, { "uid": "instructor_49ad2008bae9eaafa29e17ca", "name": "BILL SETHARES", "count": 26, "terms": [ { "term": "1122", "count": 26, "sections": 1, "gpa": 3.1153846153846154 } ] }, { "uid": "instructor_b7943a36f902acc0ca487431", "name": "ASHWIN GANESAN", "count": 19, "terms": [ { "term": "1082", "count": 19, "sections": 1, "gpa": 2.763157894736842 } ] }, { "uid": "instructor_51612cd8ed110abb21d22d21", "name": "JALAL SULAIMAN", "count": 12, "terms": [ { "term": "1092", "count": 12, "sections": 1, "gpa": 3.2083333333333335 } ] } ] ``` ## following | code | title | | --------------- | ------------------------------------------------------ | | CIVENGR 570 | CONNECTED AND AUTOMATED TRANSPORTATION SYSTEMS | | CIVENGR 572 | TRANSPORTATION OPERATIONS | | COMPSCI 540 | INTRODUCTION TO ARTIFICIAL INTELLIGENCE | | COMPSCI/ECE 561 | PROBABILITY AND INFORMATION THEORY IN MACHINE LEARNING | | ECE/ISYE 570 | ETHICS OF DATA FOR ENGINEERS | | ISYE 312 | DATA MANAGEMENT AND ANALYSIS FOR INDUSTRIAL ENGINEERS | | ISYE 315 | PRODUCTION PLANNING AND CONTROL | | ISYE 320 | SIMULATION AND PROBABILISTIC MODELING | | ISYE 373 | ARTIFICIAL INTELLIGENCE (AI) IN SYSTEMS | | ISYE 412 | FUNDAMENTALS OF INDUSTRIAL DATA ANALYTICS | | ISYE 562 | HUMAN FACTORS OF DATA SCIENCE AND MACHINE LEARNING | | ISYE 625 | LOGISTICS SYSTEMS DESIGN | | ISYE 649 | INTERACTIVE DATA ANALYTICS | | ISYE/PSYCH 349 | INTRODUCTION TO HUMAN FACTORS | ## projection ### target 1272 ### interval #### lower 2.39 #### upper 3.62 #### coverage 80 #### terms 5 ### gpa 3.0038944120059083 ### grades | grade | percentage | | ----- | ------------------ | | A | 23.142016730985095 | | AB | 19.25487453250892 | | B | 22.149375176438074 | | BC | 14.092030101173968 | | C | 17.724594965211438 | | D | 3.3019227001971636 | | F | 0.3351857934853289 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 231 ### same Season true ### historical Range * 2.6 * 3.183333333333333 ### backtest #### terms 5 #### gpa Error 0.2637912757254104 #### mix Error 21.344475923238633